Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 5680 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 665.8 KiB |
| Average record size in memory | 120.0 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 3 |
qty_items is highly correlated with gross_revenue | High correlation |
gross_revenue is highly correlated with qty_items | High correlation |
gross_revenue is highly skewed (γ1 = 23.11421912) | Skewed |
qty_items is highly skewed (γ1 = 25.14834388) | Skewed |
avg_ticket is highly skewed (γ1 = 48.348493) | Skewed |
qty_returns is highly skewed (γ1 = 29.65764799) | Skewed |
customer_id has unique values | Unique |
qty_returns has 4192 (73.8%) zeros | Zeros |
returns_ratio has 4192 (73.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-24 11:37:14.133470 |
|---|---|
| Analysis finished | 2022-09-24 11:37:34.676444 |
| Duration | 20.54 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 5680 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16605.09894 |
|---|---|
| Minimum | 12347 |
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12702.95 |
| Q1 | 14291.75 |
| median | 16231 |
| Q3 | 18212.25 |
| 95-th percentile | 21743.2 |
| Maximum | 22709 |
| Range | 10362 |
| Interquartile range (IQR) | 3920.5 |
Descriptive statistics
| Standard deviation | 2808.520003 |
|---|---|
| Coefficient of variation (CV) | 0.1691359993 |
| Kurtosis | -0.8231342656 |
| Mean | 16605.09894 |
| Median Absolute Deviation (MAD) | 1960 |
| Skewness | 0.4403964428 |
| Sum | 94316962 |
| Variance | 7887784.608 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 14333 | 1 | < 0.1% | |
| 17081 | 1 | < 0.1% | |
| 19160 | 1 | < 0.1% | |
| 15066 | 1 | < 0.1% | |
| 17117 | 1 | < 0.1% | |
| 15070 | 1 | < 0.1% | |
| 13023 | 1 | < 0.1% | |
| 15074 | 1 | < 0.1% | |
| 13027 | 1 | < 0.1% | |
| 17125 | 1 | < 0.1% | |
| Other values (5670) | 5670 | 99.8% |
| Value | Count | Frequency (%) | |
| 12347 | 1 | < 0.1% | |
| 12348 | 1 | < 0.1% | |
| 12349 | 1 | < 0.1% | |
| 12350 | 1 | < 0.1% | |
| 12352 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 22709 | 1 | < 0.1% | |
| 22708 | 1 | < 0.1% | |
| 22707 | 1 | < 0.1% | |
| 22706 | 1 | < 0.1% | |
| 22705 | 1 | < 0.1% |
| Distinct | 5423 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1760.008926 |
|---|---|
| Minimum | 0.42 |
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.3735 |
| Q1 | 237.5475 |
| median | 615.265 |
| Q3 | 1571.07 |
| 95-th percentile | 5307.991 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1333.5225 |
Descriptive statistics
| Standard deviation | 7508.748872 |
|---|---|
| Coefficient of variation (CV) | 4.266312949 |
| Kurtosis | 702.6362071 |
| Mean | 1760.008926 |
| Median Absolute Deviation (MAD) | 480.515 |
| Skewness | 23.11421912 |
| Sum | 9996850.7 |
| Variance | 56381309.62 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7.95 | 9 | 0.2% | |
| 2.95 | 8 | 0.1% | |
| 1.25 | 8 | 0.1% | |
| 4.95 | 8 | 0.1% | |
| 1.65 | 7 | 0.1% | |
| 12.75 | 7 | 0.1% | |
| 3.75 | 7 | 0.1% | |
| 4.25 | 6 | 0.1% | |
| 7.5 | 6 | 0.1% | |
| 5.95 | 6 | 0.1% | |
| Other values (5413) | 5608 | 98.7% |
| Value | Count | Frequency (%) | |
| 0.42 | 1 | < 0.1% | |
| 0.65 | 1 | < 0.1% | |
| 0.79 | 1 | < 0.1% | |
| 0.84 | 4 | 0.1% | |
| 0.85 | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 279138.02 | 1 | < 0.1% | |
| 259657.3 | 1 | < 0.1% | |
| 194550.79 | 1 | < 0.1% | |
| 140450.72 | 1 | < 0.1% | |
| 124564.53 | 1 | < 0.1% |
recency_days
Real number (ℝ≥0)
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.8264085 |
|---|---|
| Minimum | 0 |
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.7% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22 |
| median | 71 |
| Q3 | 199.25 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177.25 |
Descriptive statistics
| Standard deviation | 111.6124711 |
|---|---|
| Coefficient of variation (CV) | 0.9553702158 |
| Kurtosis | -0.640424192 |
| Mean | 116.8264085 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8152565497 |
| Sum | 663574 |
| Variance | 12457.34369 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 110 | 1.9% | |
| 4 | 105 | 1.8% | |
| 3 | 98 | 1.7% | |
| 2 | 92 | 1.6% | |
| 10 | 86 | 1.5% | |
| 8 | 82 | 1.4% | |
| 9 | 79 | 1.4% | |
| 17 | 79 | 1.4% | |
| 7 | 77 | 1.4% | |
| 15 | 66 | 1.2% | |
| Other values (294) | 4806 | 84.6% |
| Value | Count | Frequency (%) | |
| 0 | 37 | 0.7% | |
| 1 | 110 | 1.9% | |
| 2 | 92 | 1.6% | |
| 3 | 98 | 1.7% | |
| 4 | 105 | 1.8% |
| Value | Count | Frequency (%) | |
| 373 | 23 | 0.4% | |
| 372 | 22 | 0.4% | |
| 371 | 17 | 0.3% | |
| 369 | 4 | 0.1% | |
| 368 | 13 | 0.2% |
qty_invoices
Real number (ℝ≥0)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.477112676 |
|---|---|
| Minimum | 1 |
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.821279289 |
|---|---|
| Coefficient of variation (CV) | 1.961765386 |
| Kurtosis | 301.4225171 |
| Mean | 3.477112676 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.17878586 |
| Sum | 19750 |
| Variance | 46.52985114 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 2859 | 50.3% | |
| 2 | 823 | 14.5% | |
| 3 | 502 | 8.8% | |
| 4 | 394 | 6.9% | |
| 5 | 237 | 4.2% | |
| 6 | 173 | 3.0% | |
| 7 | 138 | 2.4% | |
| 8 | 98 | 1.7% | |
| 9 | 69 | 1.2% | |
| 10 | 55 | 1.0% | |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) | |
| 1 | 2859 | 50.3% | |
| 2 | 823 | 14.5% | |
| 3 | 502 | 8.8% | |
| 4 | 394 | 6.9% | |
| 5 | 237 | 4.2% |
| Value | Count | Frequency (%) | |
| 206 | 1 | < 0.1% | |
| 199 | 1 | < 0.1% | |
| 124 | 1 | < 0.1% | |
| 97 | 1 | < 0.1% | |
| 91 | 2 | < 0.1% |
| Distinct | 1837 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 951.6228873 |
|---|---|
| Minimum | 1 |
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4.95 |
| Q1 | 106 |
| median | 317.5 |
| Q3 | 805.25 |
| 95-th percentile | 2927.8 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 699.25 |
Descriptive statistics
| Standard deviation | 4189.784022 |
|---|---|
| Coefficient of variation (CV) | 4.402777694 |
| Kurtosis | 944.7464797 |
| Mean | 951.6228873 |
| Median Absolute Deviation (MAD) | 253.5 |
| Skewness | 25.14834388 |
| Sum | 5405218 |
| Variance | 17554290.15 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 113 | 2.0% | |
| 2 | 71 | 1.2% | |
| 3 | 51 | 0.9% | |
| 4 | 49 | 0.9% | |
| 5 | 35 | 0.6% | |
| 6 | 29 | 0.5% | |
| 12 | 24 | 0.4% | |
| 88 | 21 | 0.4% | |
| 72 | 21 | 0.4% | |
| 7 | 20 | 0.4% | |
| Other values (1827) | 5246 | 92.4% |
| Value | Count | Frequency (%) | |
| 1 | 113 | 2.0% | |
| 2 | 71 | 1.2% | |
| 3 | 51 | 0.9% | |
| 4 | 49 | 0.9% | |
| 5 | 35 | 0.6% |
| Value | Count | Frequency (%) | |
| 196844 | 1 | < 0.1% | |
| 80263 | 1 | < 0.1% | |
| 77373 | 1 | < 0.1% | |
| 69993 | 1 | < 0.1% | |
| 64549 | 1 | < 0.1% |
qty_products
Real number (ℝ≥0)
| Distinct | 530 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.81954225 |
|---|---|
| Minimum | 1 |
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 107 |
| 95-th percentile | 333 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 93 |
Descriptive statistics
| Standard deviation | 210.8178433 |
|---|---|
| Coefficient of variation (CV) | 2.271265708 |
| Kurtosis | 509.2485706 |
| Mean | 92.81954225 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.73699118 |
| Sum | 527215 |
| Variance | 44444.16306 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 253 | 4.5% | |
| 2 | 148 | 2.6% | |
| 3 | 107 | 1.9% | |
| 10 | 99 | 1.7% | |
| 6 | 98 | 1.7% | |
| 9 | 92 | 1.6% | |
| 5 | 91 | 1.6% | |
| 4 | 87 | 1.5% | |
| 7 | 82 | 1.4% | |
| 8 | 81 | 1.4% | |
| Other values (520) | 4542 | 80.0% |
| Value | Count | Frequency (%) | |
| 1 | 253 | 4.5% | |
| 2 | 148 | 2.6% | |
| 3 | 107 | 1.9% | |
| 4 | 87 | 1.5% | |
| 5 | 91 | 1.6% |
| Value | Count | Frequency (%) | |
| 7838 | 1 | < 0.1% | |
| 5673 | 1 | < 0.1% | |
| 5095 | 1 | < 0.1% | |
| 4580 | 1 | < 0.1% | |
| 2698 | 1 | < 0.1% |
| Distinct | 5477 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.15775098 |
|---|---|
| Minimum | 0.42 |
| Maximum | 13305.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.460929841 |
| Q1 | 7.948445596 |
| median | 15.84992017 |
| Q3 | 21.94922722 |
| 95-th percentile | 75.94814286 |
| Maximum | 13305.5 |
| Range | 13305.08 |
| Interquartile range (IQR) | 14.00078163 |
Descriptive statistics
| Standard deviation | 210.2054605 |
|---|---|
| Coefficient of variation (CV) | 6.746490165 |
| Kurtosis | 2868.43849 |
| Mean | 31.15775098 |
| Median Absolute Deviation (MAD) | 7.486119959 |
| Skewness | 48.348493 |
| Sum | 176976.0255 |
| Variance | 44186.33564 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3.75 | 11 | 0.2% | |
| 4.95 | 10 | 0.2% | |
| 1.25 | 9 | 0.2% | |
| 2.95 | 9 | 0.2% | |
| 7.95 | 8 | 0.1% | |
| 12.75 | 7 | 0.1% | |
| 8.25 | 7 | 0.1% | |
| 1.65 | 7 | 0.1% | |
| 5.95 | 6 | 0.1% | |
| 3.35 | 6 | 0.1% | |
| Other values (5467) | 5600 | 98.6% |
| Value | Count | Frequency (%) | |
| 0.42 | 3 | 0.1% | |
| 0.535 | 1 | < 0.1% | |
| 0.65 | 1 | < 0.1% | |
| 0.79 | 1 | < 0.1% | |
| 0.8371428571 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13305.5 | 1 | < 0.1% | |
| 4307.18 | 1 | < 0.1% | |
| 3861 | 1 | < 0.1% | |
| 3202.92 | 1 | < 0.1% | |
| 3096 | 1 | < 0.1% |
frequency
Real number (ℝ≥0)
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5466086757 |
|---|---|
| Minimum | 0.005449591281 |
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01102941176 |
| Q1 | 0.02491103203 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.975088968 |
Descriptive statistics
| Standard deviation | 0.5504660073 |
|---|---|
| Coefficient of variation (CV) | 1.007056843 |
| Kurtosis | 139.3198535 |
| Mean | 0.5466086757 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.868938423 |
| Sum | 3104.737278 |
| Variance | 0.3030128252 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 2867 | 50.5% | |
| 2 | 47 | 0.8% | |
| 0.0625 | 17 | 0.3% | |
| 0.02777777778 | 17 | 0.3% | |
| 0.02380952381 | 16 | 0.3% | |
| 0.09090909091 | 15 | 0.3% | |
| 0.08333333333 | 15 | 0.3% | |
| 0.03448275862 | 14 | 0.2% | |
| 0.02941176471 | 14 | 0.2% | |
| 0.07692307692 | 13 | 0.2% | |
| Other values (1216) | 2645 | 46.6% |
| Value | Count | Frequency (%) | |
| 0.005449591281 | 1 | < 0.1% | |
| 0.005464480874 | 1 | < 0.1% | |
| 0.005479452055 | 1 | < 0.1% | |
| 0.005494505495 | 1 | < 0.1% | |
| 0.005586592179 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 5 | 0.1% | |
| 2 | 47 | 0.8% | |
| 1.142857143 | 1 | < 0.1% |
| Distinct | 204 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.8584507 |
|---|---|
| Minimum | 0 |
| Maximum | 8004 |
| Zeros | 4192 |
| Zeros (%) | 73.8% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 37 |
| Maximum | 8004 |
| Range | 8004 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 164.9904426 |
|---|---|
| Coefficient of variation (CV) | 10.4039446 |
| Kurtosis | 1165.508068 |
| Mean | 15.8584507 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.65764799 |
| Sum | 90076 |
| Variance | 27221.84613 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 4192 | 73.8% | |
| 1 | 169 | 3.0% | |
| 2 | 148 | 2.6% | |
| 3 | 105 | 1.8% | |
| 4 | 89 | 1.6% | |
| 6 | 78 | 1.4% | |
| 5 | 61 | 1.1% | |
| 12 | 51 | 0.9% | |
| 7 | 44 | 0.8% | |
| 8 | 43 | 0.8% | |
| Other values (194) | 700 | 12.3% |
| Value | Count | Frequency (%) | |
| 0 | 4192 | 73.8% | |
| 1 | 169 | 3.0% | |
| 2 | 148 | 2.6% | |
| 3 | 105 | 1.8% | |
| 4 | 89 | 1.6% |
| Value | Count | Frequency (%) | |
| 8004 | 1 | < 0.1% | |
| 4427 | 1 | < 0.1% | |
| 3768 | 1 | < 0.1% | |
| 3332 | 1 | < 0.1% | |
| 2878 | 1 | < 0.1% |
| Distinct | 1377 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0101194619 |
|---|---|
| Minimum | 0 |
| Maximum | 0.9863013699 |
| Zeros | 4192 |
| Zeros (%) | 73.8% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.000971722138 |
| 95-th percentile | 0.0388574896 |
| Maximum | 0.9863013699 |
| Range | 0.9863013699 |
| Interquartile range (IQR) | 0.000971722138 |
Descriptive statistics
| Standard deviation | 0.04805282652 |
|---|---|
| Coefficient of variation (CV) | 4.748555507 |
| Kurtosis | 106.5617978 |
| Mean | 0.0101194619 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.135895751 |
| Sum | 57.47854359 |
| Variance | 0.002309074137 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 4192 | 73.8% | |
| 0.009661835749 | 4 | 0.1% | |
| 0.01075268817 | 4 | 0.1% | |
| 0.03846153846 | 3 | 0.1% | |
| 0.02380952381 | 3 | 0.1% | |
| 0.002463054187 | 3 | 0.1% | |
| 0.03225806452 | 3 | 0.1% | |
| 0.01219512195 | 3 | 0.1% | |
| 0.009259259259 | 3 | 0.1% | |
| 0.01492537313 | 3 | 0.1% | |
| Other values (1367) | 1459 | 25.7% |
| Value | Count | Frequency (%) | |
| 0 | 4192 | 73.8% | |
| 0.0001169636243 | 1 | < 0.1% | |
| 0.0001839926403 | 1 | < 0.1% | |
| 0.0002816901408 | 1 | < 0.1% | |
| 0.0003140703518 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.9863013699 | 1 | < 0.1% | |
| 0.8333333333 | 1 | < 0.1% | |
| 0.6333333333 | 1 | < 0.1% | |
| 0.6115107914 | 1 | < 0.1% | |
| 0.6008836524 | 1 | < 0.1% |
avg_basket_size
Real number (ℝ≥0)
| Distinct | 2365 |
|---|---|
| Distinct (%) | 41.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 248.6226055 |
|---|---|
| Minimum | 1 |
| Maximum | 14149 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 151.8333333 |
| Q3 | 290.6354167 |
| 95-th percentile | 732 |
| Maximum | 14149 |
| Range | 14148 |
| Interquartile range (IQR) | 215.6354167 |
Descriptive statistics
| Standard deviation | 448.2867659 |
|---|---|
| Coefficient of variation (CV) | 1.803081281 |
| Kurtosis | 371.3144505 |
| Mean | 248.6226055 |
| Median Absolute Deviation (MAD) | 96.33333333 |
| Skewness | 14.70230138 |
| Sum | 1412176.399 |
| Variance | 200961.0245 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 114 | 2.0% | |
| 2 | 70 | 1.2% | |
| 3 | 51 | 0.9% | |
| 4 | 49 | 0.9% | |
| 5 | 35 | 0.6% | |
| 6 | 29 | 0.5% | |
| 12 | 25 | 0.4% | |
| 100 | 22 | 0.4% | |
| 72 | 22 | 0.4% | |
| 73 | 21 | 0.4% | |
| Other values (2355) | 5242 | 92.3% |
| Value | Count | Frequency (%) | |
| 1 | 114 | 2.0% | |
| 2 | 70 | 1.2% | |
| 3 | 51 | 0.9% | |
| 3.333333333 | 1 | < 0.1% | |
| 4 | 49 | 0.9% |
| Value | Count | Frequency (%) | |
| 14149 | 1 | < 0.1% | |
| 13956 | 1 | < 0.1% | |
| 9014 | 1 | < 0.1% | |
| 7824 | 1 | < 0.1% | |
| 5963 | 1 | < 0.1% |
avg_unique_basket_size
Real number (ℝ≥0)
| Distinct | 1174 |
|---|---|
| Distinct (%) | 20.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.32401733 |
|---|---|
| Minimum | 0.2 |
| Maximum | 1109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.4 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.285714286 |
| median | 15.14646465 |
| Q3 | 31 |
| 95-th percentile | 173.05 |
| Maximum | 1109 |
| Range | 1108.8 |
| Interquartile range (IQR) | 23.71428571 |
Descriptive statistics
| Standard deviation | 76.97568488 |
|---|---|
| Coefficient of variation (CV) | 2.062363335 |
| Kurtosis | 32.80289579 |
| Mean | 37.32401733 |
| Median Absolute Deviation (MAD) | 9.853535354 |
| Skewness | 5.067619586 |
| Sum | 212000.4185 |
| Variance | 5925.256062 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 275 | 4.8% | |
| 2 | 159 | 2.8% | |
| 3 | 114 | 2.0% | |
| 9 | 105 | 1.8% | |
| 10 | 104 | 1.8% | |
| 8 | 103 | 1.8% | |
| 6 | 101 | 1.8% | |
| 5 | 101 | 1.8% | |
| 7 | 100 | 1.8% | |
| 13 | 97 | 1.7% | |
| Other values (1164) | 4421 | 77.8% |
| Value | Count | Frequency (%) | |
| 0.2 | 1 | < 0.1% | |
| 0.25 | 3 | 0.1% | |
| 0.3333333333 | 7 | 0.1% | |
| 0.4 | 1 | < 0.1% | |
| 0.4090909091 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1109 | 1 | < 0.1% | |
| 748 | 1 | < 0.1% | |
| 730 | 1 | < 0.1% | |
| 720 | 1 | < 0.1% | |
| 703 | 1 | < 0.1% |
period_of_buy_day
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.4 KiB |
| before_11 | |
|---|---|
| between_11_20 | |
| after_20 |
| Value | Count | Frequency (%) | |
| before_11 | 2022 | 35.6% | |
| between_11_20 | 1942 | 34.2% | |
| after_20 | 1716 | 30.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 10.06549296 |
| Min length | 8 |
period_of_buy_quarter
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.4 KiB |
| 4 | |
|---|---|
| 3 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 2468 | 43.5% | |
| 3 | 1157 | 20.4% | |
| 2 | 1090 | 19.2% | |
| 1 | 965 | 17.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
country
Categorical
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.4 KiB |
| United Kingdom | |
|---|---|
| Germany | 94 |
| France | 90 |
| EIRE | 29 |
| Spain | 27 |
| Other values (31) | 214 |
| Value | Count | Frequency (%) | |
| United Kingdom | 5226 | 92.0% | |
| Germany | 94 | 1.7% | |
| France | 90 | 1.6% | |
| EIRE | 29 | 0.5% | |
| Spain | 27 | 0.5% | |
| Belgium | 24 | 0.4% | |
| Switzerland | 23 | 0.4% | |
| Portugal | 20 | 0.4% | |
| Italy | 14 | 0.2% | |
| Finland | 12 | 0.2% | |
| Other values (26) | 121 | 2.1% |
Frequencies of value counts
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 20 |
|---|---|
| Median length | 14 |
| Mean length | 13.43292254 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items | qty_products | avg_ticket | frequency | qty_returns | returns_ratio | avg_basket_size | avg_unique_basket_size | period_of_buy_day | period_of_buy_quarter | country | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 17.000000 | 40.0 | 0.023081 | 50.970588 | 0.617647 | after_20 | 4 | United Kingdom |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.904035 | 0.028302 | 35.0 | 0.025180 | 154.444444 | 11.666667 | after_20 | 4 | United Kingdom |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 0.040323 | 50.0 | 0.009944 | 335.200000 | 7.600000 | before_11 | 4 | France |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 0.017921 | 0.0 | 0.000000 | 87.800000 | 4.800000 | before_11 | 3 | United Kingdom |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 0.073171 | 22.0 | 0.275000 | 26.666667 | 0.333333 | before_11 | 4 | United Kingdom |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.326471 | 0.040115 | 29.0 | 0.013796 | 150.142857 | 4.357143 | before_11 | 1 | United Kingdom |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 0.057221 | 399.0 | 0.110191 | 172.428571 | 7.047619 | after_20 | 1 | United Kingdom |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 0.033520 | 41.0 | 0.019932 | 171.416667 | 3.833333 | before_11 | 4 | United Kingdom |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 0.243316 | 474.0 | 0.012410 | 419.714286 | 6.230769 | before_11 | 4 | United Kingdom |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.934776 | 0.024390 | 0.0 | 0.000000 | 87.571429 | 4.857143 | between_11_20 | 3 | United Kingdom |
Last rows
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items | qty_products | avg_ticket | frequency | qty_returns | returns_ratio | avg_basket_size | avg_unique_basket_size | period_of_buy_day | period_of_buy_quarter | country | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5670 | 22700 | 4839.42 | 1.0 | 1.0 | 1074.0 | 62.0 | 78.055161 | 1.0 | 0.0 | 0.0 | 1074.0 | 55.0 | before_11 | 4 | United Kingdom |
| 5671 | 13298 | 360.00 | 1.0 | 1.0 | 96.0 | 2.0 | 180.000000 | 1.0 | 0.0 | 0.0 | 96.0 | 2.0 | before_11 | 4 | United Kingdom |
| 5672 | 14569 | 227.39 | 1.0 | 1.0 | 79.0 | 12.0 | 18.949167 | 1.0 | 0.0 | 0.0 | 79.0 | 10.0 | before_11 | 4 | United Kingdom |
| 5673 | 22704 | 17.90 | 1.0 | 1.0 | 14.0 | 7.0 | 2.557143 | 1.0 | 0.0 | 0.0 | 14.0 | 7.0 | before_11 | 4 | United Kingdom |
| 5674 | 22705 | 3.35 | 1.0 | 1.0 | 2.0 | 2.0 | 1.675000 | 1.0 | 0.0 | 0.0 | 2.0 | 2.0 | before_11 | 4 | United Kingdom |
| 5675 | 22706 | 5699.00 | 1.0 | 1.0 | 1747.0 | 634.0 | 8.988959 | 1.0 | 0.0 | 0.0 | 1747.0 | 634.0 | before_11 | 4 | United Kingdom |
| 5676 | 22707 | 6756.06 | 0.0 | 1.0 | 2010.0 | 730.0 | 9.254877 | 1.0 | 0.0 | 0.0 | 2010.0 | 730.0 | before_11 | 4 | United Kingdom |
| 5677 | 22708 | 3217.20 | 0.0 | 1.0 | 654.0 | 59.0 | 54.528814 | 1.0 | 0.0 | 0.0 | 654.0 | 56.0 | before_11 | 4 | United Kingdom |
| 5678 | 22709 | 3950.72 | 0.0 | 1.0 | 731.0 | 217.0 | 18.206083 | 1.0 | 0.0 | 0.0 | 731.0 | 217.0 | before_11 | 4 | United Kingdom |
| 5679 | 12713 | 794.55 | 0.0 | 1.0 | 505.0 | 37.0 | 21.474324 | 1.0 | 0.0 | 0.0 | 505.0 | 37.0 | before_11 | 4 | Germany |